{"id":"W4413757611","doi":"10.3390/antiox14091054","title":"Molecular Hydrogen as an Antioxidant and Radioprotector: Mechanistic Insights from Monte Carlo Radiation-Chemical Simulations","year":2025,"lang":"en","type":"article","venue":"Antioxidants","topic":"Hydrogen's biological and therapeutic effects","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Sherbrooke","keywords":"Monte Carlo method; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004775517,0.0005779372,0.0006162396,0.0004999345,0.0006236203,0.0005707673,0.0008767382,0.001436061,0.002747943],"category_scores_gemma":[0.001207754,0.0003086186,0.0005472247,0.0004965833,0.0006465461,0.0006305054,0.0004689405,0.0006337717,0.0002188802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001073722,"about_ca_system_score_gemma":0.0009030659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008158054,"about_ca_topic_score_gemma":0.004572692,"domain_scores_codex":[0.9998879,0.00003614191,0.00000419478,0.00001223345,0.00003734106,0.00002224404],"domain_scores_gemma":[0.9994017,0.0004113248,0.00005304426,0.00002647751,0.0000691788,0.00003829671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004808606,0.00005776626,0.000722257,0.00007623524,0.00001546575,0.00006543178,0.00004168171,0.9889333,0.002837198,0.005440531,0.000189474,0.001572535],"study_design_scores_gemma":[0.00001192379,0.00002074635,0.0001191071,0.000005838043,0.000006220974,0.000006581828,0.000007947866,0.9979576,0.0006716163,0.0008699542,0.0003173895,0.000005075513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8658757,0.001897047,0.1010851,0.0009798615,0.0001561288,0.0002289023,0.0008081121,0.0003152888,0.02865379],"genre_scores_gemma":[0.9785244,0.001065518,0.01724209,0.0002023373,0.00003468704,0.0002789034,0.0002841468,0.00008260527,0.002285442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008158054,"threshold_uncertainty_score":0.01622117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008845871443896317,"score_gpt":0.2741995587111257,"score_spread":0.2653536872672294,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}